Improving Interpretability of Deep Sequential Knowledge Tracing Models with Question-centric Cognitive Representations.
Jiahao ChenZitao LiuShuyan HuangQiongqiong LiuWeiqi LuoPublished in: AAAI (2023)
Keyphrases
- cognitive models
- knowledge base
- computational models
- prior knowledge
- distributed representations
- decision making
- formal models
- learning algorithm
- human cognition
- qualitative models
- user centric
- higher level
- knowledge acquisition
- knowledge representation
- machine learning
- information processing
- prediction accuracy
- complex systems
- statistical models
- intelligent tutoring systems
- knowledge based systems
- cognitive processes
- data mining tools
- knowledge discovery
- metadata
- multiple representations
- artificial intelligence